{"id":"W7132939261","doi":"","title":"Employment disadvantage of immigrants and visible minorities: Evidence from three Canadian surveys","year":2008,"lang":"","type":"dissertation","venue":"TSpace","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Immigration; Disadvantage; Human capital; Context (archaeology); Equity (law); Affect (linguistics); Perception; Disadvantaged","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001888995,0.0004525858,0.0007466325,0.000625787,0.001450798,0.0003283365,0.0008272131,0.0004695532,0.002101835],"category_scores_gemma":[0.00124783,0.0005082726,0.0002057146,0.0008213062,0.0009536704,0.0006614045,0.00009485444,0.0004249737,0.00007754101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000429284,"about_ca_system_score_gemma":0.003025268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923526,"about_ca_topic_score_gemma":0.9971173,"domain_scores_codex":[0.9945835,0.0009874072,0.0006831493,0.000868986,0.001934957,0.0009419494],"domain_scores_gemma":[0.9963478,0.001032907,0.0004365731,0.0005157915,0.0007632083,0.0009037026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007549361,0.000157734,0.7879333,0.0004813936,0.0001367413,0.00006325622,0.2010823,0.000004123817,0.0005704587,0.0003400146,0.00200379,0.007151452],"study_design_scores_gemma":[0.0004391998,0.0001480993,0.8160505,0.00084896,0.0001270121,8.401403e-7,0.1795831,0.00005394586,0.0005993854,0.0006630676,0.000918901,0.000567011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743263,0.01380502,0.00008544375,0.0007168519,0.001040392,0.0009562252,0.0002619827,0.00002224185,0.008785525],"genre_scores_gemma":[0.9282959,0.0284284,0.00008391654,0.00002805402,0.0002153621,0.00004481729,0.0002842303,0.00003888461,0.04258046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04603044,"threshold_uncertainty_score":0.9998492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06857447582132156,"score_gpt":0.4090105412274199,"score_spread":0.3404360654060983,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}